Law firms have invested heavily in AI platforms, pilots, talent, training, and governance. Harbor's research shows a widening gap between AI investment and AI accountability.
No participating organization in Harbor's 2026 Legal Lab reported having a mature framework for measuring AI's business impact. At the same time, average annual law firm software spending rose 41% between 2021 and 2025.
Harbor's new report introduces the Enterprise AI Operating Model, a five-capability leadership framework for turning AI investment into measurable business and client value.
The gap between investment and impact
0%
of participating top-tier law firms and global in-house departments reported having a mature framework for measuring AI's business impact.
41%
increase in average annual law firm software spending between 2021 and 2025.
266
AI-focused professionals have been hired by Global 100 firms, with more than 93% of those hires occurring since 2023.
Harbor's Enterprise AI Operating Model
Turning AI investment into measurable business and client value requires more than technology. The Enterprise AI Operating Model identifies five leadership capabilities organizations need to build to scale AI responsibly, demonstrate impact, and earn client trust.
1. AI Strategy
Establish clear objectives that align AI initiatives with strategic priorities, ensuring every investment supports measurable business and client outcomes.
2. Measure what matters
Measure the results that matter most to the business so leaders can demonstrate value, guide investment decisions, and continuously improve performance.
3. Invest with intention
Prioritize initiatives with clear accountability, balanced investment, and effective oversight to maximize business impact while managing risk.
4. Change behavior, not just technology
Support adoption through change management, skills development, and practical enablement so AI becomes part of how work gets done across the organization.
5. Build trust at the speed of innovation
Establish governance that safeguards confidentiality, reinforces professional judgment, and enables innovation with confidence.
Together, these five leadership capabilities provide a practical framework for turning AI investment into measurable business and client value.
From AI adoption to AI accountability
Clients increasingly want to know how AI is governed, how confidential information is protected, and what value it is producing.
As access to AI becomes commonplace, the advantage will come from how firms operationalize it. That means connecting strategy, people, processes, data, technology, and governance around measurable business and client outcomes.
The Enterprise AI Operating Model provides a framework for building that capability at scale.
Download Operationalizing AI to assess how your firm is measuring AI impact, governing investment, and building the capabilities needed to scale.
- AI
- Strategy
- Business operations
- Show all 4
